MAI is the flagship system we deploy for clients who need answers grounded in their own documentation. Three layers, one product, watching it work is faster than reading about it.
Your documents, parsed, chunked, indexed.
Architecture
What you just saw is what we deploy, not a marketing simulation. The same components ship to every customer.
Documents come in as you have them (PDF, Word, Markdown, exports from internal wikis). We chunk by structure, embed with a model tuned to your domain language, and index for hybrid retrieval. Updates re-ingest in minutes, not days.
A fully branded conversational AI layer. Bilingual Arabic and English out of the box, voice optional, source citations always on, no answer the agent can't trace back to a chunk you uploaded. Your team owns the data, on your infrastructure or on ours.
One script tag drops the agent into any site, intranet, or product. Same brain, same knowledge, themed to the host. No iframe, no third-party redirect, no data leaves your tenant.
See It in Action
Every agent's conversations land in one place, tagged with which knowledge base answered them, so nothing happens in the dark.
Beyond One Knowledge Base
Most support agents are locked to a single set of documents. MAI isn't. A deployment can span multiple knowledge bases at once, and it retrieves from whichever ones actually answer the question, not just the one it happens to be pointed at.
Beyond Documents
Documents tell it the policy. Your database tells it what's actually true right now, a balance, a status, a record. MAI can query that live and fold it straight into the answer, so a reply isn't just correct on paper, it's correct for this exact employee, this exact moment.
One Deployment, Many Specialists
Instead of a single bot trying to know everything, a deployment can be a suite of role-specialized agents, each scoped to a job, each drawing on the shared knowledge pool it actually needs.
Qualifies prospects and answers product questions, grounded in pricing and product knowledge bases.
Handles existing-customer questions, grounded in documentation and account knowledge bases.
Answers employee policy questions, grounded in HR knowledge bases only staff can access.
Checks requests against regulatory and internal policy knowledge bases before they go further.
See It on Your Data